Research Use Only. KIRhub outputs are computational research artifacts. They are not validated for clinical decision-making, diagnosis, or treatment.

4f521ce8-4aac-4ea5-abbe-732ff9ac5409

31f47d19-ba0a-5db9-9432-5edc643fd141

Score in workbench →

Clinical attributes

From the source cohort, normalized into canonical keys plus the project's native columns.

cancer_type
cancer_type_detailed
subtype

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

Top 10 most elevated and top 10 most suppressed Hallmark pathways for this sample.

Top 10 elevated

  • CHOLESTEROL_HOMEOSTASIS+0.300
  • ESTROGEN_RESPONSE_EARLY+0.300
  • HEDGEHOG_SIGNALING+0.300
  • KRAS_SIGNALING_DN+0.300
  • MYOGENESIS+0.300
  • APICAL_JUNCTION+0.200
  • APICAL_SURFACE+0.200
  • ESTROGEN_RESPONSE_LATE+0.200
  • GLYCOLYSIS+0.200
  • P53_PATHWAY+0.200

Top 10 suppressed

  • ALLOGRAFT_REJECTION-0.400
  • ANDROGEN_RESPONSE-0.400
  • ANGIOGENESIS-0.400
  • PROTEIN_SECRETION-0.400
  • UV_RESPONSE_DN-0.400
  • G2M_CHECKPOINT-0.300
  • IL6_JAK_STAT3_SIGNALING-0.300
  • INFLAMMATORY_RESPONSE-0.300
  • INTERFERON_GAMMA_RESPONSE-0.300
  • KRAS_SIGNALING_UP-0.300

Patient twins — nearest pathway neighbors

MeasuredDerived

10 samples closest to this one in 50-dim pathway space, drawn from the Pathway Atlas. Cosine similarity = 1 means identical pathway state.

10 twins match this tumor's tissue · 0 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1c2e34dda-0852-492e-9cde-3ff606259c12
melanoma-umap@29
0.871
2299f36bd-d9fd-41f5-8a29-3382e147a14f
colon-landscapes@1
0.869
33e1c728a-cf38-4ca8-9d87-0bbf098567a6
melanoma-umap@29
0.866
4ea9f5a96-93d4-4724-bc4b-2813fa8a35ae
colon-landscapes@1
0.863
50ffd0bed-35a4-4fec-9d56-1d4ae5dcb507
colon-landscapes@1
0.835
613e18e29-9f8a-4bd4-9a5d-e6c30668d07a
melanoma-umap@29
0.834
7SRR25043618
head-neck@1
0.821
8MNG559
mng-umap@100
0.811
9f17e12f0-54ed-4dc2-ab7e-22a1f90e1405
colon-landscapes@1
0.802
1084f39507-9883-4bab-98f9-8bd72d2aee7b
melanoma-umap@29
0.802

Per-pathway drug coverage

ModeledCalibratedDerived

For each elevated pathway in this tumor, the best-reversing drug across the catalog. Uncovered pathways = unmet need at pathway level for this one patient.

0 of 19 elevated pathways have at least one drug that meaningfully reverses them.

Pathway (elevated)tumor scoreBest drugreversal magnitude
CHOLESTEROL_HOMEOSTASIS0.300Remibrutinib— uncovered
ESTROGEN_RESPONSE_EARLY0.300Inavolisib— uncovered
HEDGEHOG_SIGNALING0.300Inavolisib— uncovered
KRAS_SIGNALING_DN0.300Remibrutinib— uncovered
MYOGENESIS0.300Inavolisib— uncovered
APICAL_JUNCTION0.200Inavolisib— uncovered
APICAL_SURFACE0.200Temsirolimus— uncovered
ESTROGEN_RESPONSE_LATE0.200Idelalisib— uncovered
GLYCOLYSIS0.200Inavolisib— uncovered
P53_PATHWAY0.200Idelalisib— uncovered
UV_RESPONSE_UP0.200Idelalisib— uncovered
COAGULATION0.100Binimetinib— uncovered
DNA_REPAIR0.100Idelalisib— uncovered
HEME_METABOLISM0.100Temsirolimus— uncovered
MYC_TARGETS_V20.100Idelalisib— uncovered
PANCREAS_BETA_CELLS0.100Cobimetinib— uncovered
PEROXISOME0.100Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.100Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.100Inavolisib— uncovered